A neurochaotic PSO-guided network based upon perturbed duffing oscillator

Author

Daneshyari, Moayed

Author_Institution

Dept. of Phys., Oklahoma State Univ., Stillwater, OK

fYear

2008

fDate

1-8 June 2008

Firstpage

2315

Lastpage

2320

Abstract

This paper introduces a neurochaotic information processor based upon perturbed Duffing equation. The proposed chaotic neural network has parameters to tune by which decision is made to behave either chaotically or periodically. The neurochaotic nonlinear network adopts the chaotic dynamics of so-called Duffing oscillator for the chaotic movement in the search space. It then uses the benefits of fast convergence of particle swarm optimization to settle down into the attractors of periodic solutions.

Keywords

neural nets; particle swarm optimisation; chaotic neural network; neurochaotic PSO-guided network; neurochaotic information processor; neurochaotic nonlinear network; perturbed Duffing oscillator; Artificial neural networks; Biological neural networks; Chaos; Complex networks; Neural networks; Nonlinear dynamical systems; Nonlinear equations; Oscillators; Particle swarm optimization; Pattern recognition; Dufflng oscillator; chaos; neural network; particle swarm optimization; pattern recognition;

fLanguage

English

Publisher

ieee

Conference_Titel

Neural Networks, 2008. IJCNN 2008. (IEEE World Congress on Computational Intelligence). IEEE International Joint Conference on

Conference_Location

Hong Kong

ISSN

1098-7576

Print_ISBN

978-1-4244-1820-6

Electronic_ISBN

1098-7576

Type

conf

DOI

10.1109/IJCNN.2008.4634118

Filename

4634118